Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 101 |
| Missing cells | 4 |
| Missing cells (%) | 0.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 19.1 KiB |
| Average record size in memory | 193.3 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 10 |
df_index is highly correlated with MWT1 and 6 other fields | High correlation |
AGE is highly correlated with AGEquartiles | High correlation |
MWT1 is highly correlated with df_index and 7 other fields | High correlation |
MWT2 is highly correlated with df_index and 5 other fields | High correlation |
MWT1Best is highly correlated with df_index and 3 other fields | High correlation |
FEV1 is highly correlated with COPDSEVERITY and 3 other fields | High correlation |
FEV1PRED is highly correlated with df_index and 8 other fields | High correlation |
FVC is highly correlated with PackHistory and 5 other fields | High correlation |
FVCPRED is highly correlated with df_index and 5 other fields | High correlation |
CAT is highly correlated with MWT2 and 1 other fields | High correlation |
HAD is highly correlated with SGRQ | High correlation |
SGRQ is highly correlated with df_index and 3 other fields | High correlation |
AGEquartiles is highly correlated with AGE | High correlation |
copd is highly correlated with COPDSEVERITY and 4 other fields | High correlation |
AtrialFib is highly correlated with df_index and 3 other fields | High correlation |
COPDSEVERITY is highly correlated with FEV1 and 4 other fields | High correlation |
ID is highly correlated with FEV1PRED | High correlation |
PackHistory is highly correlated with FVC | High correlation |
IHD is highly correlated with MWT1 | High correlation |
MWT1 has 2 (2.0%) missing values | Missing |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
HAD has 4 (4.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-09-19 20:24:35.241581 |
|---|---|
| Analysis finished | 2022-09-19 20:25:20.501429 |
| Duration | 45.26 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 101 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51 |
| Minimum | 1 |
|---|---|
| Maximum | 101 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 26 |
| median | 51 |
| Q3 | 76 |
| 95-th percentile | 96 |
| Maximum | 101 |
| Range | 100 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 29.30017065 |
|---|---|
| Coefficient of variation (CV) | 0.57451315 |
| Kurtosis | -1.2 |
| Mean | 51 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0 |
| Sum | 5151 |
| Variance | 858.5 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | 1.0% |
| 65 | 1 | 1.0% |
| 75 | 1 | 1.0% |
| 74 | 1 | 1.0% |
| 73 | 1 | 1.0% |
| 72 | 1 | 1.0% |
| 71 | 1 | 1.0% |
| 70 | 1 | 1.0% |
| 69 | 1 | 1.0% |
| 68 | 1 | 1.0% |
| Other values (91) | 91 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 101 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 92 | 1 |
| Distinct | 97 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.40594059 |
| Minimum | 1 |
|---|---|
| Maximum | 169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 49 |
| median | 87 |
| Q3 | 143 |
| 95-th percentile | 164 |
| Maximum | 169 |
| Range | 168 |
| Interquartile range (IQR) | 94 |
Descriptive statistics
| Standard deviation | 51.51624564 |
|---|---|
| Coefficient of variation (CV) | 0.5635984412 |
| Kurtosis | -1.267318994 |
| Mean | 91.40594059 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | -0.0517231265 |
| Sum | 9232 |
| Variance | 2653.923564 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 162 | 2 | 2.0% |
| 158 | 2 | 2.0% |
| 159 | 2 | 2.0% |
| 157 | 2 | 2.0% |
| 58 | 1 | 1.0% |
| 54 | 1 | 1.0% |
| 30 | 1 | 1.0% |
| 3 | 1 | 1.0% |
| 140 | 1 | 1.0% |
| 169 | 1 | 1.0% |
| Other values (87) | 87 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 6 | 1 | |
| 8 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 15 | 1 | |
| 16 | 1 |
| Value | Count | Frequency (%) |
| 169 | 1 | |
| 168 | 1 | |
| 167 | 1 | |
| 166 | 1 | |
| 165 | 1 | |
| 164 | 1 | |
| 163 | 1 | |
| 162 | 2 | |
| 159 | 2 | |
| 158 | 2 |
| Distinct | 33 |
|---|---|
| Distinct (%) | 32.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.0990099 |
| Minimum | 44 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 44 |
|---|---|
| 5-th percentile | 55 |
| Q1 | 65 |
| median | 71 |
| Q3 | 75 |
| 95-th percentile | 81 |
| Maximum | 88 |
| Range | 44 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.898740343 |
|---|---|
| Coefficient of variation (CV) | 0.1126797704 |
| Kurtosis | 0.822436965 |
| Mean | 70.0990099 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.7177238122 |
| Sum | 7080 |
| Variance | 62.39009901 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 75 | 8 | 7.9% |
| 73 | 8 | 7.9% |
| 72 | 7 | 6.9% |
| 78 | 6 | 5.9% |
| 67 | 6 | 5.9% |
| 68 | 5 | 5.0% |
| 65 | 5 | 5.0% |
| 71 | 5 | 5.0% |
| 76 | 4 | 4.0% |
| 64 | 4 | 4.0% |
| Other values (23) | 43 |
| Value | Count | Frequency (%) |
| 44 | 1 | |
| 49 | 1 | |
| 52 | 1 | |
| 53 | 1 | |
| 54 | 1 | |
| 55 | 2 | |
| 56 | 1 | |
| 59 | 1 | |
| 60 | 2 | |
| 61 | 1 |
| Value | Count | Frequency (%) |
| 88 | 1 | 1.0% |
| 83 | 2 | 2.0% |
| 82 | 2 | 2.0% |
| 81 | 2 | 2.0% |
| 80 | 3 | 3.0% |
| 79 | 1 | 1.0% |
| 78 | 6 | |
| 77 | 2 | 2.0% |
| 76 | 4 | |
| 75 | 8 |
| Distinct | 48 |
|---|---|
| Distinct (%) | 47.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.6980198 |
| Minimum | 1 |
|---|---|
| Maximum | 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 20 |
| median | 36 |
| Q3 | 54 |
| 95-th percentile | 90 |
| Maximum | 109 |
| Range | 108 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 24.55871324 |
|---|---|
| Coefficient of variation (CV) | 0.6186382435 |
| Kurtosis | 0.3628872921 |
| Mean | 39.6980198 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.7551818217 |
| Sum | 4009.5 |
| Variance | 603.130396 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 10 | 9.9% |
| 20 | 8 | 7.9% |
| 40 | 5 | 5.0% |
| 50 | 5 | 5.0% |
| 55 | 4 | 4.0% |
| 75 | 4 | 4.0% |
| 45 | 4 | 4.0% |
| 60 | 3 | 3.0% |
| 36 | 3 | 3.0% |
| 3 | 3 | 3.0% |
| Other values (38) | 52 |
| Value | Count | Frequency (%) |
| 1 | 1 | 1.0% |
| 3 | 3 | |
| 5 | 1 | 1.0% |
| 6 | 3 | |
| 8 | 1 | 1.0% |
| 9 | 1 | 1.0% |
| 10 | 2 | |
| 11 | 2 | |
| 14 | 1 | 1.0% |
| 15 | 3 |
| Value | Count | Frequency (%) |
| 109 | 1 | 1.0% |
| 105 | 1 | 1.0% |
| 103 | 1 | 1.0% |
| 100 | 1 | 1.0% |
| 90 | 2 | |
| 80 | 1 | 1.0% |
| 78 | 1 | 1.0% |
| 75 | 4 | |
| 68 | 1 | 1.0% |
| 67 | 1 | 1.0% |
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| MODERATE | |
|---|---|
| SEVERE | |
| MILD | |
| VERY SEVERE |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 6.792079208 |
| Min length | 4 |
Characters and Unicode
| Total characters | 686 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SEVERE |
|---|---|
| 2nd row | MODERATE |
| 3rd row | MODERATE |
| 4th row | VERY SEVERE |
| 5th row | SEVERE |
Common Values
| Value | Count | Frequency (%) |
| MODERATE | 43 | |
| SEVERE | 27 | |
| MILD | 23 | |
| VERY SEVERE | 8 | 7.9% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| moderate | 43 | |
| severe | 35 | |
| mild | 23 | |
| very | 8 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 199 | |
| R | 86 | |
| M | 66 | 9.6% |
| D | 66 | 9.6% |
| O | 43 | 6.3% |
| A | 43 | 6.3% |
| T | 43 | 6.3% |
| V | 43 | 6.3% |
| S | 35 | 5.1% |
| I | 23 | 3.4% |
| Other values (3) | 39 | 5.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 678 | |
| Space Separator | 8 | 1.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 199 | |
| R | 86 | |
| M | 66 | 9.7% |
| D | 66 | 9.7% |
| O | 43 | 6.3% |
| A | 43 | 6.3% |
| T | 43 | 6.3% |
| V | 43 | 6.3% |
| S | 35 | 5.2% |
| I | 23 | 3.4% |
| Other values (2) | 31 | 4.6% |
Space Separator
| Value | Count | Frequency (%) |
| 8 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 678 | |
| Common | 8 | 1.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 199 | |
| R | 86 | |
| M | 66 | 9.7% |
| D | 66 | 9.7% |
| O | 43 | 6.3% |
| A | 43 | 6.3% |
| T | 43 | 6.3% |
| V | 43 | 6.3% |
| S | 35 | 5.2% |
| I | 23 | 3.4% |
| Other values (2) | 31 | 4.6% |
Common
| Value | Count | Frequency (%) |
| 8 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 686 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 199 | |
| R | 86 | |
| M | 66 | 9.6% |
| D | 66 | 9.6% |
| O | 43 | 6.3% |
| A | 43 | 6.3% |
| T | 43 | 6.3% |
| V | 43 | 6.3% |
| S | 35 | 5.1% |
| I | 23 | 3.4% |
| Other values (3) | 39 | 5.7% |
| Distinct | 69 |
|---|---|
| Distinct (%) | 69.7% |
| Missing | 2 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 385.8585859 |
| Minimum | 120 |
|---|---|
| Maximum | 688 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 120 |
|---|---|
| 5-th percentile | 212.7 |
| Q1 | 300 |
| median | 419 |
| Q3 | 460.5 |
| 95-th percentile | 510.1 |
| Maximum | 688 |
| Range | 568 |
| Interquartile range (IQR) | 160.5 |
Descriptive statistics
| Standard deviation | 104.7441986 |
|---|---|
| Coefficient of variation (CV) | 0.2714574781 |
| Kurtosis | -0.2030961038 |
| Mean | 385.8585859 |
| Median Absolute Deviation (MAD) | 59 |
| Skewness | -0.3110962365 |
| Sum | 38200 |
| Variance | 10971.34714 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 435 | 5 | 5.0% |
| 420 | 3 | 3.0% |
| 390 | 3 | 3.0% |
| 468 | 3 | 3.0% |
| 300 | 3 | 3.0% |
| 427 | 2 | 2.0% |
| 281 | 2 | 2.0% |
| 459 | 2 | 2.0% |
| 453 | 2 | 2.0% |
| 469 | 2 | 2.0% |
| Other values (59) | 72 |
| Value | Count | Frequency (%) |
| 120 | 1 | |
| 165 | 1 | |
| 201 | 1 | |
| 204 | 1 | |
| 210 | 1 | |
| 213 | 1 | |
| 214 | 2 | |
| 216 | 1 | |
| 226 | 2 | |
| 231 | 1 |
| Value | Count | Frequency (%) |
| 688 | 1 | |
| 576 | 1 | |
| 558 | 1 | |
| 522 | 1 | |
| 511 | 1 | |
| 510 | 2 | |
| 501 | 1 | |
| 496 | 2 | |
| 495 | 2 | |
| 492 | 2 |
| Distinct | 72 |
|---|---|
| Distinct (%) | 72.0% |
| Missing | 1 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 390.28 |
| Minimum | 120 |
|---|---|
| Maximum | 699 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 120 |
|---|---|
| 5-th percentile | 210 |
| Q1 | 303.75 |
| median | 399 |
| Q3 | 459 |
| 95-th percentile | 541.15 |
| Maximum | 699 |
| Range | 579 |
| Interquartile range (IQR) | 155.25 |
Descriptive statistics
| Standard deviation | 107.7544984 |
|---|---|
| Coefficient of variation (CV) | 0.2760953633 |
| Kurtosis | -0.1379340696 |
| Mean | 390.28 |
| Median Absolute Deviation (MAD) | 64.5 |
| Skewness | -0.1695204539 |
| Sum | 39028 |
| Variance | 11611.03192 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 459 | 4 | 4.0% |
| 369 | 3 | 3.0% |
| 237 | 3 | 3.0% |
| 480 | 3 | 3.0% |
| 540 | 2 | 2.0% |
| 450 | 2 | 2.0% |
| 437 | 2 | 2.0% |
| 432 | 2 | 2.0% |
| 419 | 2 | 2.0% |
| 396 | 2 | 2.0% |
| Other values (62) | 75 |
| Value | Count | Frequency (%) |
| 120 | 1 | 1.0% |
| 176 | 1 | 1.0% |
| 180 | 2 | |
| 210 | 2 | |
| 230 | 1 | 1.0% |
| 234 | 1 | 1.0% |
| 237 | 3 | |
| 240 | 2 | |
| 243 | 1 | 1.0% |
| 267 | 2 |
| Value | Count | Frequency (%) |
| 699 | 1 | |
| 582 | 1 | |
| 577 | 1 | |
| 575 | 1 | |
| 563 | 1 | |
| 540 | 2 | |
| 531 | 2 | |
| 525 | 1 | |
| 518 | 1 | |
| 505 | 1 |
| Distinct | 71 |
|---|---|
| Distinct (%) | 71.0% |
| Missing | 1 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 399.11 |
| Minimum | 120 |
|---|---|
| Maximum | 699 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 120 |
|---|---|
| 5-th percentile | 215.7 |
| Q1 | 303.75 |
| median | 420 |
| Q3 | 465.25 |
| 95-th percentile | 540.9 |
| Maximum | 699 |
| Range | 579 |
| Interquartile range (IQR) | 161.5 |
Descriptive statistics
| Standard deviation | 106.5501158 |
|---|---|
| Coefficient of variation (CV) | 0.2669692961 |
| Kurtosis | -0.1566638449 |
| Mean | 399.11 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | -0.2875998824 |
| Sum | 39911 |
| Variance | 11352.92717 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 459 | 5 | 5.0% |
| 480 | 3 | 3.0% |
| 237 | 3 | 3.0% |
| 240 | 3 | 3.0% |
| 451 | 3 | 3.0% |
| 300 | 3 | 3.0% |
| 390 | 2 | 2.0% |
| 375 | 2 | 2.0% |
| 489 | 2 | 2.0% |
| 369 | 2 | 2.0% |
| Other values (61) | 72 |
| Value | Count | Frequency (%) |
| 120 | 1 | 1.0% |
| 176 | 1 | 1.0% |
| 201 | 1 | 1.0% |
| 210 | 2 | |
| 216 | 1 | 1.0% |
| 237 | 3 | |
| 240 | 3 | |
| 246 | 1 | 1.0% |
| 270 | 1 | 1.0% |
| 271 | 2 |
| Value | Count | Frequency (%) |
| 699 | 1 | |
| 582 | 1 | |
| 577 | 1 | |
| 575 | 1 | |
| 558 | 1 | |
| 540 | 2 | |
| 531 | 2 | |
| 525 | 1 | |
| 518 | 1 | |
| 505 | 1 |
| Distinct | 85 |
|---|---|
| Distinct (%) | 84.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.603762376 |
| Minimum | 0.45 |
|---|---|
| Maximum | 3.18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 0.45 |
|---|---|
| 5-th percentile | 0.68 |
| Q1 | 1.1 |
| median | 1.6 |
| Q3 | 1.96 |
| 95-th percentile | 2.9 |
| Maximum | 3.18 |
| Range | 2.73 |
| Interquartile range (IQR) | 0.86 |
Descriptive statistics
| Standard deviation | 0.672762739 |
|---|---|
| Coefficient of variation (CV) | 0.4194902867 |
| Kurtosis | -0.4566982929 |
| Mean | 1.603762376 |
| Median Absolute Deviation (MAD) | 0.46 |
| Skewness | 0.458892891 |
| Sum | 161.98 |
| Variance | 0.452609703 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.89 | 3 | 3.0% |
| 1.92 | 2 | 2.0% |
| 1.79 | 2 | 2.0% |
| 1.11 | 2 | 2.0% |
| 1.6 | 2 | 2.0% |
| 2.43 | 2 | 2.0% |
| 1.26 | 2 | 2.0% |
| 0.72 | 2 | 2.0% |
| 1.09 | 2 | 2.0% |
| 1.46 | 2 | 2.0% |
| Other values (75) | 80 |
| Value | Count | Frequency (%) |
| 0.45 | 1 | |
| 0.47 | 1 | |
| 0.51 | 1 | |
| 0.6 | 1 | |
| 0.65 | 1 | |
| 0.68 | 2 | |
| 0.69 | 1 | |
| 0.72 | 2 | |
| 0.73 | 1 | |
| 0.74 | 1 |
| Value | Count | Frequency (%) |
| 3.18 | 1 | |
| 3.06 | 1 | |
| 3.02 | 1 | |
| 2.97 | 1 | |
| 2.93 | 1 | |
| 2.9 | 1 | |
| 2.8 | 1 | |
| 2.79 | 1 | |
| 2.75 | 1 | |
| 2.74 | 1 |
| Distinct | 51 |
|---|---|
| Distinct (%) | 50.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.53148515 |
| Minimum | 3.29 |
|---|---|
| Maximum | 102 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 3.29 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 42 |
| median | 60 |
| Q3 | 75 |
| 95-th percentile | 93 |
| Maximum | 102 |
| Range | 98.71 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 22.29482139 |
|---|---|
| Coefficient of variation (CV) | 0.380903053 |
| Kurtosis | -0.5362217926 |
| Mean | 58.53148515 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | -0.1658232952 |
| Sum | 5911.68 |
| Variance | 497.0590608 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37 | 5 | 5.0% |
| 46 | 5 | 5.0% |
| 85 | 4 | 4.0% |
| 75 | 4 | 4.0% |
| 62 | 4 | 4.0% |
| 90 | 4 | 4.0% |
| 61 | 4 | 4.0% |
| 60 | 3 | 3.0% |
| 44 | 3 | 3.0% |
| 59 | 3 | 3.0% |
| Other values (41) | 62 |
| Value | Count | Frequency (%) |
| 3.29 | 1 | |
| 3.39 | 1 | |
| 14 | 1 | |
| 17 | 1 | |
| 24 | 2 | |
| 27 | 2 | |
| 29 | 1 | |
| 30 | 2 | |
| 32 | 2 | |
| 35 | 1 |
| Value | Count | Frequency (%) |
| 102 | 1 | 1.0% |
| 98 | 2 | |
| 95 | 1 | 1.0% |
| 93 | 2 | |
| 92 | 1 | 1.0% |
| 90 | 4 | |
| 88 | 1 | 1.0% |
| 86 | 1 | 1.0% |
| 85 | 4 | |
| 83 | 1 | 1.0% |
| Distinct | 80 |
|---|---|
| Distinct (%) | 79.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.954950495 |
| Minimum | 1.14 |
|---|---|
| Maximum | 5.37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 1.14 |
|---|---|
| 5-th percentile | 1.56 |
| Q1 | 2.27 |
| median | 2.77 |
| Q3 | 3.63 |
| 95-th percentile | 4.7 |
| Maximum | 5.37 |
| Range | 4.23 |
| Interquartile range (IQR) | 1.36 |
Descriptive statistics
| Standard deviation | 0.9762833848 |
|---|---|
| Coefficient of variation (CV) | 0.3303890832 |
| Kurtosis | -0.4956385965 |
| Mean | 2.954950495 |
| Median Absolute Deviation (MAD) | 0.68 |
| Skewness | 0.5064528152 |
| Sum | 298.45 |
| Variance | 0.9531292475 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.29 | 5 | 5.0% |
| 4.54 | 3 | 3.0% |
| 2.06 | 3 | 3.0% |
| 1.81 | 3 | 3.0% |
| 2.09 | 2 | 2.0% |
| 3.87 | 2 | 2.0% |
| 2.33 | 2 | 2.0% |
| 3.22 | 2 | 2.0% |
| 3.63 | 2 | 2.0% |
| 3.51 | 2 | 2.0% |
| Other values (70) | 75 |
| Value | Count | Frequency (%) |
| 1.14 | 1 | 1.0% |
| 1.31 | 1 | 1.0% |
| 1.47 | 2 | |
| 1.52 | 1 | 1.0% |
| 1.56 | 1 | 1.0% |
| 1.64 | 1 | 1.0% |
| 1.81 | 3 | |
| 1.89 | 1 | 1.0% |
| 1.99 | 1 | 1.0% |
| 2 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 5.37 | 1 | 1.0% |
| 5.23 | 1 | 1.0% |
| 5.15 | 1 | 1.0% |
| 4.9 | 1 | 1.0% |
| 4.72 | 1 | 1.0% |
| 4.7 | 1 | 1.0% |
| 4.54 | 3 | |
| 4.46 | 1 | 1.0% |
| 4.39 | 1 | 1.0% |
| 4.38 | 1 | 1.0% |
| Distinct | 57 |
|---|---|
| Distinct (%) | 56.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.43564356 |
| Minimum | 27 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 53 |
| Q1 | 71 |
| median | 84 |
| Q3 | 103 |
| 95-th percentile | 122 |
| Maximum | 132 |
| Range | 105 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 21.74001649 |
|---|---|
| Coefficient of variation (CV) | 0.2515168001 |
| Kurtosis | -0.546740626 |
| Mean | 86.43564356 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.0005357661001 |
| Sum | 8730 |
| Variance | 472.6283168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 84 | 5 | 5.0% |
| 60 | 4 | 4.0% |
| 72 | 4 | 4.0% |
| 81 | 4 | 4.0% |
| 70 | 4 | 4.0% |
| 98 | 3 | 3.0% |
| 75 | 3 | 3.0% |
| 125 | 3 | 3.0% |
| 73 | 3 | 3.0% |
| 79 | 3 | 3.0% |
| Other values (47) | 65 |
| Value | Count | Frequency (%) |
| 27 | 1 | 1.0% |
| 45 | 1 | 1.0% |
| 48 | 1 | 1.0% |
| 51 | 1 | 1.0% |
| 53 | 2 | |
| 55 | 2 | |
| 58 | 1 | 1.0% |
| 60 | 4 | |
| 62 | 2 | |
| 63 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 132 | 1 | 1.0% |
| 125 | 3 | |
| 123 | 1 | 1.0% |
| 122 | 1 | 1.0% |
| 121 | 2 | |
| 119 | 1 | 1.0% |
| 118 | 2 | |
| 116 | 1 | 1.0% |
| 114 | 1 | 1.0% |
| 112 | 1 | 1.0% |
| Distinct | 30 |
|---|---|
| Distinct (%) | 29.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.33663366 |
| Minimum | 3 |
|---|---|
| Maximum | 188 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 12 |
| median | 18 |
| Q3 | 24 |
| 95-th percentile | 30 |
| Maximum | 188 |
| Range | 185 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 18.67473011 |
|---|---|
| Coefficient of variation (CV) | 0.9657694525 |
| Kurtosis | 67.63924964 |
| Mean | 19.33663366 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 7.458913435 |
| Sum | 1953 |
| Variance | 348.7455446 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 8 | 7.9% |
| 23 | 8 | 7.9% |
| 12 | 7 | 6.9% |
| 25 | 6 | 5.9% |
| 18 | 6 | 5.9% |
| 22 | 6 | 5.9% |
| 16 | 6 | 5.9% |
| 14 | 5 | 5.0% |
| 20 | 4 | 4.0% |
| 9 | 3 | 3.0% |
| Other values (20) | 42 |
| Value | Count | Frequency (%) |
| 3 | 2 | 2.0% |
| 4 | 1 | 1.0% |
| 5 | 8 | |
| 6 | 2 | 2.0% |
| 7 | 1 | 1.0% |
| 9 | 3 | 3.0% |
| 10 | 3 | 3.0% |
| 11 | 3 | 3.0% |
| 12 | 7 | |
| 13 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| 188 | 1 | 1.0% |
| 32 | 2 | 2.0% |
| 31 | 2 | 2.0% |
| 30 | 3 | |
| 29 | 3 | |
| 28 | 2 | 2.0% |
| 27 | 1 | 1.0% |
| 26 | 3 | |
| 25 | 6 | |
| 24 | 3 |
| Distinct | 28 |
|---|---|
| Distinct (%) | 27.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.18019802 |
| Minimum | 0 |
|---|---|
| Maximum | 56.2 |
| Zeros | 4 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 26 |
| Maximum | 56.2 |
| Range | 56.2 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 8.5888069 |
|---|---|
| Coefficient of variation (CV) | 0.7682159909 |
| Kurtosis | 6.423029607 |
| Mean | 11.18019802 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.771283928 |
| Sum | 1129.2 |
| Variance | 73.76760396 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 10 | 9.9% |
| 7 | 7 | 6.9% |
| 2 | 6 | 5.9% |
| 12 | 6 | 5.9% |
| 10 | 6 | 5.9% |
| 9 | 6 | 5.9% |
| 11 | 5 | 5.0% |
| 1 | 5 | 5.0% |
| 8 | 4 | 4.0% |
| 18 | 4 | 4.0% |
| Other values (18) | 42 |
| Value | Count | Frequency (%) |
| 0 | 4 | 4.0% |
| 1 | 5 | |
| 2 | 6 | |
| 3 | 1 | 1.0% |
| 4 | 4 | 4.0% |
| 5 | 3 | 3.0% |
| 6 | 10 | |
| 7 | 7 | |
| 8 | 4 | 4.0% |
| 9 | 6 |
| Value | Count | Frequency (%) |
| 56.2 | 1 | 1.0% |
| 30 | 2 | |
| 29 | 1 | 1.0% |
| 26 | 2 | |
| 23 | 2 | |
| 22 | 3 | |
| 21 | 2 | |
| 20 | 2 | |
| 19 | 2 | |
| 18 | 4 |
| Distinct | 89 |
|---|---|
| Distinct (%) | 88.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.18584158 |
| Minimum | 2 |
|---|---|
| Maximum | 77.44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 936.0 B |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 10.92 |
| Q1 | 28.41 |
| median | 38.21 |
| Q3 | 55.23 |
| 95-th percentile | 72.24 |
| Maximum | 77.44 |
| Range | 75.44 |
| Interquartile range (IQR) | 26.82 |
Descriptive statistics
| Standard deviation | 18.23926771 |
|---|---|
| Coefficient of variation (CV) | 0.4538729809 |
| Kurtosis | -0.6494983617 |
| Mean | 40.18584158 |
| Median Absolute Deviation (MAD) | 12.32 |
| Skewness | 0.1892122922 |
| Sum | 4058.77 |
| Variance | 332.6708865 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.29 | 2 | 2.0% |
| 55.56 | 2 | 2.0% |
| 10.92 | 2 | 2.0% |
| 61.97 | 2 | 2.0% |
| 38.74 | 2 | 2.0% |
| 28.41 | 2 | 2.0% |
| 39.66 | 2 | 2.0% |
| 32.38 | 2 | 2.0% |
| 36.74 | 2 | 2.0% |
| 15.05 | 2 | 2.0% |
| Other values (79) | 81 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 8.12 | 1 | |
| 8.25 | 2 | |
| 10.01 | 1 | |
| 10.92 | 2 | |
| 15.05 | 2 | |
| 16.29 | 2 | |
| 17.95 | 1 | |
| 17.97 | 1 | |
| 18.72 | 1 |
| Value | Count | Frequency (%) |
| 77.44 | 1 | |
| 76.5 | 1 | |
| 75.56 | 1 | |
| 73.82 | 1 | |
| 72.56 | 1 | |
| 72.24 | 1 | |
| 71.21 | 1 | |
| 69.61 | 1 | |
| 69.55 | 1 | |
| 67.66 | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| 3 | |
|---|---|
| 1 | |
| 2 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 28 | |
| 1 | 26 | |
| 2 | 24 | |
| 4 | 23 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 3 | 28 | |
| 1 | 26 | |
| 2 | 24 | |
| 4 | 23 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 28 | |
| 1 | 26 | |
| 2 | 24 | |
| 4 | 23 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 28 | |
| 1 | 26 | |
| 2 | 24 | |
| 4 | 23 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 28 | |
| 1 | 26 | |
| 2 | 24 | |
| 4 | 23 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 28 | |
| 1 | 26 | |
| 2 | 24 | |
| 4 | 23 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| 2 | |
|---|---|
| 3 | |
| 1 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 4 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 43 | |
| 3 | 27 | |
| 1 | 23 | |
| 4 | 8 | 7.9% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2 | 43 | |
| 3 | 27 | |
| 1 | 23 | |
| 4 | 8 | 7.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 43 | |
| 3 | 27 | |
| 1 | 23 | |
| 4 | 8 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 43 | |
| 3 | 27 | |
| 1 | 23 | |
| 4 | 8 | 7.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 43 | |
| 3 | 27 | |
| 1 | 23 | |
| 4 | 8 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 43 | |
| 3 | 27 | |
| 1 | 23 | |
| 4 | 8 | 7.9% |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 65 | |
| 0 | 36 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 65 | |
| 0 | 36 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 65 | |
| 0 | 36 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 65 | |
| 0 | 36 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 65 | |
| 0 | 36 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 65 | |
| 0 | 36 |
smoking
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 85 | |
| 1 | 16 | 15.8% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2 | 85 | |
| 1 | 16 | 15.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 85 | |
| 1 | 16 | 15.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 85 | |
| 1 | 16 | 15.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 85 | |
| 1 | 16 | 15.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 85 | |
| 1 | 16 | 15.8% |
Diabetes
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 80 | |
| 1 | 21 | 20.8% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 80 | |
| 1 | 21 | 20.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 80 | |
| 1 | 21 | 20.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 80 | |
| 1 | 21 | 20.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 80 | |
| 1 | 21 | 20.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 80 | |
| 1 | 21 | 20.8% |
muscular
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 19 | 18.8% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 19 | 18.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 19 | 18.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 19 | 18.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 19 | 18.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 19 | 18.8% |
hypertension
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 89 | |
| 1 | 12 | 11.9% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 89 | |
| 1 | 12 | 11.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 89 | |
| 1 | 12 | 11.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 89 | |
| 1 | 12 | 11.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 89 | |
| 1 | 12 | 11.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 89 | |
| 1 | 12 | 11.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 1 | 20 | 19.8% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 1 | 20 | 19.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 1 | 20 | 19.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 1 | 20 | 19.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 1 | 20 | 19.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 1 | 20 | 19.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 936.0 B |
| 0 | |
|---|---|
| 1 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 92 | |
| 1 | 9 | 8.9% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 92 | |
| 1 | 9 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 92 | |
| 1 | 9 | 8.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 92 | |
| 1 | 9 | 8.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 92 | |
| 1 | 9 | 8.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 92 | |
| 1 | 9 | 8.9% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | ID | AGE | PackHistory | COPDSEVERITY | MWT1 | MWT2 | MWT1Best | FEV1 | FEV1PRED | FVC | FVCPRED | CAT | HAD | SGRQ | AGEquartiles | copd | gender | smoking | Diabetes | muscular | hypertension | AtrialFib | IHD | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 58 | 77 | 60.0 | SEVERE | 120.0 | 120.0 | 120.0 | 1.21 | 36.0 | 2.40 | 98 | 25 | 8.0 | 69.55 | 4 | 3 | 1 | 2 | 1 | 0 | 0 | 1 | 0 |
| 1 | 2 | 57 | 79 | 50.0 | MODERATE | 165.0 | 176.0 | 176.0 | 1.09 | 56.0 | 1.64 | 65 | 12 | 21.0 | 44.24 | 4 | 2 | 0 | 2 | 1 | 0 | 0 | 1 | 1 |
| 2 | 3 | 62 | 80 | 11.0 | MODERATE | 201.0 | 180.0 | 201.0 | 1.52 | 68.0 | 2.30 | 86 | 22 | 18.0 | 44.09 | 4 | 2 | 0 | 2 | 1 | 0 | 0 | 1 | 0 |
| 3 | 4 | 145 | 56 | 60.0 | VERY SEVERE | 210.0 | 210.0 | 210.0 | 0.47 | 14.0 | 1.14 | 27 | 28 | 26.0 | 62.04 | 1 | 4 | 1 | 2 | 0 | 0 | 1 | 1 | 0 |
| 4 | 5 | 136 | 65 | 68.0 | SEVERE | 204.0 | 210.0 | 210.0 | 1.07 | 42.0 | 2.91 | 98 | 32 | 18.0 | 75.56 | 1 | 3 | 1 | 2 | 0 | 1 | 1 | 0 | 0 |
| 5 | 6 | 84 | 67 | 26.0 | MODERATE | 216.0 | 180.0 | 216.0 | 1.09 | 50.0 | 1.99 | 60 | 29 | 21.0 | 73.82 | 2 | 2 | 0 | 1 | 1 | 0 | 0 | 1 | 0 |
| 6 | 7 | 93 | 67 | 50.0 | SEVERE | 214.0 | 237.0 | 237.0 | 0.69 | 35.0 | 1.31 | 48 | 29 | 30.0 | 77.44 | 2 | 3 | 0 | 1 | 1 | 0 | 0 | 1 | 0 |
| 7 | 8 | 27 | 83 | 90.0 | SEVERE | 214.0 | 237.0 | 237.0 | 0.68 | 32.0 | 2.23 | 77 | 22 | 2.0 | 45.41 | 4 | 3 | 1 | 2 | 1 | 0 | 0 | 1 | 0 |
| 8 | 9 | 114 | 72 | 50.0 | MODERATE | 231.0 | 237.0 | 237.0 | 2.13 | 63.0 | 4.38 | 80 | 25 | 6.0 | 69.61 | 3 | 2 | 1 | 1 | 1 | 0 | 0 | 1 | 0 |
| 9 | 10 | 152 | 75 | 6.0 | SEVERE | 226.0 | 240.0 | 240.0 | 1.06 | 46.0 | 2.06 | 75 | 31 | 20.0 | 55.56 | 3 | 3 | 0 | 2 | 0 | 1 | 0 | 0 | 0 |
Last rows
| df_index | ID | AGE | PackHistory | COPDSEVERITY | MWT1 | MWT2 | MWT1Best | FEV1 | FEV1PRED | FVC | FVCPRED | CAT | HAD | SGRQ | AGEquartiles | copd | gender | smoking | Diabetes | muscular | hypertension | AtrialFib | IHD | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 91 | 92 | 149 | 69 | 27.0 | MODERATE | 495.0 | 531.0 | 531.0 | 1.89 | 69.0 | 2.61 | 72 | 3 | 0.0 | 8.25 | 2 | 2 | 1 | 2 | 0 | 0 | 0 | 0 | 0 |
| 92 | 93 | 163 | 68 | 27.0 | MODERATE | 495.0 | 531.0 | 531.0 | 1.89 | 69.0 | 2.61 | 72 | 3 | 0.0 | 8.25 | 2 | 2 | 1 | 2 | 0 | 0 | 0 | 0 | 0 |
| 93 | 94 | 112 | 52 | 40.0 | MILD | 483.0 | 540.0 | 540.0 | 2.93 | 75.0 | 3.63 | 75 | 12 | 2.0 | 25.62 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 |
| 94 | 95 | 135 | 55 | 40.0 | MILD | 522.0 | 540.0 | 540.0 | 2.75 | 85.0 | 4.54 | 96 | 22 | 10.0 | 58.41 | 1 | 1 | 1 | 2 | 1 | 0 | 0 | 0 | 1 |
| 95 | 96 | 12 | 72 | 30.0 | MODERATE | 558.0 | 563.0 | 558.0 | 1.61 | 61.0 | 3.14 | 91 | 18 | 12.0 | 34.64 | 3 | 2 | 1 | 2 | 0 | 0 | 0 | 0 | 1 |
| 96 | 97 | 10 | 68 | 25.0 | MILD | 511.0 | 575.0 | 575.0 | 2.70 | 98.0 | 3.87 | 108 | 20 | 7.0 | 35.84 | 2 | 1 | 1 | 2 | 0 | 1 | 0 | 0 | 0 |
| 97 | 98 | 43 | 75 | 40.0 | MILD | 576.0 | 577.0 | 577.0 | 2.90 | 93.0 | 4.72 | 114 | 9 | 22.0 | 15.05 | 3 | 1 | 1 | 2 | 0 | 1 | 0 | 0 | 1 |
| 98 | 99 | 74 | 68 | 30.0 | MODERATE | 468.0 | 582.0 | 582.0 | 1.65 | 67.0 | 2.80 | 88 | 4 | 1.0 | 19.70 | 2 | 2 | 0 | 2 | 0 | 0 | 1 | 0 | 0 |
| 99 | 100 | 108 | 54 | 30.0 | SEVERE | 688.0 | 699.0 | 699.0 | 1.72 | 44.0 | 4.07 | 82 | 10 | 10.0 | 20.55 | 1 | 3 | 1 | 2 | 0 | 0 | 0 | 0 | 0 |
| 100 | 101 | 85 | 78 | 55.0 | MODERATE | NaN | NaN | NaN | 1.15 | 54.0 | 2.01 | 85 | 18 | 7.0 | 30.21 | 4 | 2 | 1 | 2 | 0 | 0 | 0 | 0 | 0 |